{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "import h5py\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy\n",
    "from PIL import Image\n",
    "from scipy import ndimage\n",
    "from dnn_app_utils_v2 import *\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (5.0, 4.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "np.random.seed(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x_orig, train_y, test_x_orig, test_y, classes = load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y = 1. It's a cat picture.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example of a picture\n",
    "index = 7\n",
    "plt.imshow(train_x_orig[index])\n",
    "print (\"y = \" + str(train_y[0,index]) + \". It's a \" + classes[train_y[0,index]].decode(\"utf-8\") +  \" picture.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of training examples: 209\n",
      "Number of testing examples: 50\n",
      "Each image is of size: (64, 64, 3)\n",
      "train_x_orig shape: (209, 64, 64, 3)\n",
      "train_y shape: (1, 209)\n",
      "test_x_orig shape: (50, 64, 64, 3)\n",
      "test_y shape: (1, 50)\n"
     ]
    }
   ],
   "source": [
    "# Explore your dataset \n",
    "m_train = train_x_orig.shape[0]\n",
    "num_px = train_x_orig.shape[1]\n",
    "m_test = test_x_orig.shape[0]\n",
    "\n",
    "print (\"Number of training examples: \" + str(m_train))\n",
    "print (\"Number of testing examples: \" + str(m_test))\n",
    "print (\"Each image is of size: (\" + str(num_px) + \", \" + str(num_px) + \", 3)\")\n",
    "print (\"train_x_orig shape: \" + str(train_x_orig.shape))\n",
    "print (\"train_y shape: \" + str(train_y.shape))\n",
    "print (\"test_x_orig shape: \" + str(test_x_orig.shape))\n",
    "print (\"test_y shape: \" + str(test_y.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_x's shape: (12288, 209)\n",
      "test_x's shape: (12288, 50)\n"
     ]
    }
   ],
   "source": [
    "# Reshape the training and test examples \n",
    "train_x_flatten = train_x_orig.reshape(train_x_orig.shape[0], -1).T   # The \"-1\" makes reshape flatten the remaining dimensions\n",
    "test_x_flatten = test_x_orig.reshape(test_x_orig.shape[0], -1).T\n",
    "\n",
    "# Standardize data to have feature values between 0 and 1.\n",
    "train_x = train_x_flatten/255.\n",
    "test_x = test_x_flatten/255.\n",
    "\n",
    "print (\"train_x's shape: \" + str(train_x.shape))\n",
    "print (\"test_x's shape: \" + str(test_x.shape))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "layers_dims = [12288, 20, 7, 5, 1] #  5-layer model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def L_layer_model(X, Y, layers_dims, learning_rate = 0.0075, num_iterations = 3000, print_cost=False):#lr was 0.009\n",
    "    \"\"\"\n",
    "    Implements a L-layer neural network: [LINEAR->RELU]*(L-1)->LINEAR->SIGMOID.\n",
    "    \n",
    "    Arguments:\n",
    "    X -- data, numpy array of shape (number of examples, num_px * num_px * 3)\n",
    "    Y -- true \"label\" vector (containing 0 if cat, 1 if non-cat), of shape (1, number of examples)\n",
    "    layers_dims -- list containing the input size and each layer size, of length (number of layers + 1).\n",
    "    learning_rate -- learning rate of the gradient descent update rule\n",
    "    num_iterations -- number of iterations of the optimization loop\n",
    "    print_cost -- if True, it prints the cost every 100 steps\n",
    "    \n",
    "    Returns:\n",
    "    parameters -- parameters learnt by the model. They can then be used to predict.\n",
    "    \"\"\"\n",
    "\n",
    "    np.random.seed(1)\n",
    "    costs = []                         # keep track of cost\n",
    "    \n",
    "    # Parameters initialization.\n",
    "    ### START CODE HERE ###\n",
    "    parameters = initialize_parameters_deep(layers_dims)\n",
    "    ### END CODE HERE ###\n",
    "    \n",
    "    # Loop (gradient descent)\n",
    "    for i in range(0, num_iterations):\n",
    "\n",
    "        # Forward propagation: [LINEAR -> RELU]*(L-1) -> LINEAR -> SIGMOID.\n",
    "        ### START CODE HERE ### (≈ 1 line of code)\n",
    "        AL, caches = L_model_forward(X, parameters)\n",
    "        ### END CODE HERE ###\n",
    "        \n",
    "        # Compute cost.\n",
    "        ### START CODE HERE ### (≈ 1 line of code)\n",
    "        cost = compute_cost(AL, Y)\n",
    "        ### END CODE HERE ###\n",
    "    \n",
    "        # Backward propagation.\n",
    "        ### START CODE HERE ### (≈ 1 line of code)\n",
    "        grads = L_model_backward(AL, Y, caches)\n",
    "        ### END CODE HERE ###\n",
    " \n",
    "        # Update parameters.\n",
    "        ### START CODE HERE ### (≈ 1 line of code)\n",
    "        parameters = update_parameters(parameters, grads, learning_rate)\n",
    "        ### END CODE HERE ###\n",
    "                \n",
    "        # Print the cost every 100 training example\n",
    "        if print_cost and i % 100 == 0:\n",
    "            print (\"Cost after iteration %i: %f\" %(i, cost))\n",
    "        if print_cost and i % 100 == 0:\n",
    "            costs.append(cost)\n",
    "            \n",
    "    # plot the cost\n",
    "    plt.plot(np.squeeze(costs))\n",
    "    plt.ylabel('cost')\n",
    "    plt.xlabel('iterations (per tens)')\n",
    "    plt.title(\"Learning rate =\" + str(learning_rate))\n",
    "    plt.show()\n",
    "    \n",
    "    return parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost after iteration 0: 0.771749\n",
      "Cost after iteration 100: 0.672053\n",
      "Cost after iteration 200: 0.648263\n",
      "Cost after iteration 300: 0.611507\n",
      "Cost after iteration 400: 0.567047\n",
      "Cost after iteration 500: 0.540138\n",
      "Cost after iteration 600: 0.527930\n",
      "Cost after iteration 700: 0.465477\n",
      "Cost after iteration 800: 0.369126\n",
      "Cost after iteration 900: 0.391747\n",
      "Cost after iteration 1000: 0.315187\n",
      "Cost after iteration 1100: 0.272700\n",
      "Cost after iteration 1200: 0.237419\n",
      "Cost after iteration 1300: 0.199601\n",
      "Cost after iteration 1400: 0.189263\n",
      "Cost after iteration 1500: 0.161189\n",
      "Cost after iteration 1600: 0.148214\n",
      "Cost after iteration 1700: 0.137775\n",
      "Cost after iteration 1800: 0.129740\n",
      "Cost after iteration 1900: 0.121225\n",
      "Cost after iteration 2000: 0.113821\n",
      "Cost after iteration 2100: 0.107839\n",
      "Cost after iteration 2200: 0.102855\n",
      "Cost after iteration 2300: 0.100897\n",
      "Cost after iteration 2400: 0.092878\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters = L_layer_model(train_x, train_y, layers_dims, num_iterations = 2500, print_cost = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "准确度为: 0.9856459330143541\n",
      "准确度为: 0.8\n"
     ]
    }
   ],
   "source": [
    "predictions_train = predict(train_x, train_y, parameters) #训练集\n",
    "predictions_test = predict(test_x, test_y, parameters) #测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2880x2880 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def print_mislabeled_images(classes, X, y, p):\n",
    "    \"\"\"\n",
    "    绘制预测和实际不同的图像。\n",
    "        X - 数据集\n",
    "        y - 实际的标签\n",
    "        p - 预测\n",
    "    \"\"\"\n",
    "    a = p + y\n",
    "    mislabeled_indices = np.asarray(np.where(a == 1))\n",
    "    plt.rcParams['figure.figsize'] = (40.0, 40.0) # set default size of plots\n",
    "    num_images = len(mislabeled_indices[0])\n",
    "    for i in range(num_images):\n",
    "        index = mislabeled_indices[1][i]\n",
    "\n",
    "        plt.subplot(2, num_images, i + 1)\n",
    "        plt.imshow(X[:,index].reshape(64,64,3), interpolation='nearest')\n",
    "        plt.axis('off')\n",
    "        plt.title(\"Prediction: \" + classes[int(p[0,index])].decode(\"utf-8\") + \" \\n Class: \" + classes[y[0,index]].decode(\"utf-8\"))\n",
    "\n",
    "\n",
    "print_mislabeled_images(classes, test_x, test_y, predictions_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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